Christian Igel

Christian Igel

Professor

Member of:

    ORCID: 0000-0003-2868-0856

    Introductory remarks on publicationslist

    This list of pubications is not fully complete.

    For a complete list of older publications as well as papers and software available online please vist my old homepage: https://christian-igel.github.io

    I also maintain a Google Scholar profile: https://scholar.google.dk/citations?user=d-jF4zIAAAAJ


    Publication year:
    All
    101 - 150 out of 266Page size: 50
    1. 2015
    2. Published

      Improved Alzheimer's disease diagnostic performance using structural MRI: validation of the MRI combination biomarker that won the CADDementia challenge

      Sørensen, L., Lillholm, Martin, Pai, A. S. U., Balas, I., Anker, C., Igel, Christian & Nielsen, Mads, 2015, In: Insights into Imaging. 6, Supplement 1, 1 p., B-0077.

      Research output: Contribution to journal › Conference abstract in journal › Research

    3. Published

      Nearest neighbor density ratio estimation for large-scale applications in astronomy

      Kremer, J., Gieseke, Fabian Cristian, Steenstrup Pedersen, Kim & Igel, Christian, 2015, In: Astronomy and Computing. 12, p. 67-72 6 p.

      Research output: Contribution to journal › Journal article › Research › peer-review

    4. Published

      Population Monte Carlo meets contrastive divergence learning

      Krause, Oswin, Fischer, A. & Igel, Christian, 2015, Machine learning reports: Workshop New Challenges in Neural Computation 2015. Hammer, B., Martinetz, M. & Villmann, T. (eds.). p. 93-94 2 p.

      Research output: Chapter in Book/Report/Conference proceeding › Report chapter › Research › peer-review

    5. 2014
    6. Published

      Active learning with support vector machines

      Kremer, J., Steenstrup Pedersen, Kim & Igel, Christian, 2014, In: Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery. 4, 4, p. 313-326 14 p.

      Research output: Contribution to journal › Review › Research › peer-review

    7. Published

      Automatic FDG-PET-based tumor and metastatic lymph node segmentation in cervical cancer

      Rodríguez Arbonès, D., Jensen, H. G., Loft, A., af Rosenschöld, P. M., Hansen, A. E., Igel, Christian & Darkner, Sune, 2014, Medical Imaging 2014: Image Processing. Ourselin, S. & Styner, M. A. (eds.). SPIE - International Society for Optical Engineering, 8 p. 903441. (Progress in Biomedical Optics and Imaging; No. 35, Vol. 15).

      Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

    8. Published

      Buffer k-d trees: processing massive nearest neighbor queries on GPUs

      Gieseke, Fabian Cristian, Heinermann, J., Oancea, Cosmin Eugen & Igel, Christian, 2014, Proceedings of the 31st International Conference on Machine Learning, Beijing, China, 2014. 9 p. (JMLR: Workshop and Conference Proceedings, Vol. 32).

      Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

    9. Published

      Dementia diagnosis using MRI cortical thickness, shape, texture, and volumetry

      Sørensen, L., Pai, A. S. U., Anker, C., Balas, I., Lillholm, Martin, Igel, Christian & Nielsen, Mads, 2014, MICCAI 2014 Workshop Proceedings: Challenge on Computer-Aided Diagnosis of Dementia Based on Structural MRI Data. Bron, E. E., Smits, M., van Swieten, J. C., Niessen, W. J. & Klein, S. (eds.). Erasmus Universiteit Rotterdam, p. 111-118 8 p.

      Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

    10. Published

      Improving the performance of photometric regression models via massive parallel feature selection

      Polsterer, K. L., Gieseke, Fabian Cristian, Igel, Christian & Goto, T., 2014, Astronomical Data Analysis Software and Systems XXIII. Manset, N. & Forshay, P. (eds.). Astronomical Society of the Pacific, Vol. 485. p. 425-428 4 p. (Astronomical Society of the Pacific. Conference Proceedings, Vol. 485).

      Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

    11. Published

      Kernel-based machine learning techniques for infrasound signal classification

      Tuma, M., Igel, Christian & Mialle, P., 2014, In: Geophysical Research Abstracts. 16, 11th European Geosciences Union General Assembly, 1 p., EGU2014-7720.

      Research output: Contribution to journal › Conference abstract in journal › Research › peer-review

    12. Published

      No free lunch theorems: limitations and perspectives of metaheuristics

      Igel, Christian, 2014, Theory and principled methods for the design of metaheuristics. Borenstein, Y. & Moraglio, A. (eds.). Springer, p. 1-23 23 p. (Natural Computing Series).

      Research output: Chapter in Book/Report/Conference proceeding › Book chapter › Research › peer-review

    13. Published

      Proceedings of the Sixteenth International Conference on Genetic and Evolutionary Computation (GECCO 2014)

      Igel, Christian (ed.) & Arnold, D. (ed.), 2014, Association for Computing Machinery. 1450 p.

      Research output: Book/Report › Book › Research › peer-review

    14. Published

      Speedy greedy feature selection: better redshift estimation via massive parallelism

      Gieseke, Fabian Cristian, Polsterer, K. L., Oancea, Cosmin Eugen & Igel, Christian, 2014, ESANN 2014 proceedings: European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. Verleysen, M. (ed.). i6doc.com, p. 87-92 6 p.

      Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

    15. Published

      Support vector machines for active learning

      Kremer, J., Steenstrup Pedersen, Kim & Igel, Christian, 2014, Second European Conference on Data Analysis: program & abstracts . p. 38 1 p.

      Research output: Chapter in Book/Report/Conference proceeding › Conference abstract in proceedings › Research

    16. Published

      Training restricted Boltzmann machines: an introduction

      Fischer, A. & Igel, Christian, 2014, In: Pattern Recognition. 47, 1, p. 25-39 15 p.

      Research output: Contribution to journal › Journal article › Research › peer-review

    17. Published

      Validation of hippocampal texture for early Alzheimer’s disease detection: generalization to independent cohorts and extrapolation to very early signs of dementia

      Sørensen, L., Igel, Christian, Hansen, N. L., Lauritzen, Martin, Osler, Merete, Rostrup, Egill & Nielsen, Mads, 2014, In: Alzheimer's & Dementia. 10, 4, Supplement, p. P133 1 p.

      Research output: Contribution to journal › Conference abstract in journal › Research › peer-review

    18. 2013
    19. Published

      A note on generalization loss when evolving adaptive pattern recognition systems

      Igel, Christian, 2013, In: I E E E Transactions on Evolutionary Computation. 17, 3, p. 345-352 8 p.

      Research output: Contribution to journal › Journal article › Research › peer-review

    20. Published

      Approximation properties of DBNs with binary hidden units and real-valued visible units

      Krause, Oswin, Fischer, A., Glasmachers, T. & Igel, Christian, 2013, Proceedings of the 30th International Conference on Machine Learning. Dasgupta, S. & McAllester, D. (eds.). p. 419-426 8 p. (JMLR: Workshop and Conference Proceedings, Vol. 28).

      Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

    21. Published

      Deep feature learning for knee cartilage segmentation using a triplanar convolutional neural network

      Prasoon, A., Petersen, P. K., Igel, Christian, Lauze, Francois Bernard, Dam, Erik Bjørnager & Nielsen, Mads, 2013, Medical Image Computing and Computer-Assisted Intervention – MICCAI 2013: 16th International Conference, Nagoya, Japan, September 22-26, 2013, Proceedings, Part II. Mori, K., Sakuma, I., Sato, Y., Barillot, C. & Navab, N. (eds.). Springer, p. 246-253 8 p. (Lecture notes in computer science, Vol. 8150).

      Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

    22. Published

      Detection of traffic signs in real-world images: the German traffic sign detection benchmark

      Houben, S., Stallkamp, J., Salmen, J., Schlipsing, M. & Igel, Christian, 2013, Proceedings of International Joint Conference on Neural Networks. IEEE Computer Society Press, p. 715-722 8 p.

      Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

    23. Published

      Echtzeit-Videoanalyse im Fußball

      Schlipsing, M., Salmen, J. & Igel, Christian, 2013, In: KI - Künstliche Intelligenz. 27, 3, p. 235-240 6 p.

      Research output: Contribution to journal › Journal article › Research › peer-review

    24. Published

      Femoral cartilage segmentation in knee MRI scans using two stage voxel classification

      Prasoon, A., Igel, Christian, Loog, M., Lauze, Francois Bernard, Dam, E. & Nielsen, Mads, 2013, 35th Annual International Conference of the IEEE; Engineering in Medicine and Biology Society (EMBC), 2013. IEEE, p. 5469-5472 4 p.

      Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

    25. Published

      GECCO '13: Proceedings of the 2013 Genetic and Evolutionary Computation Conference

      Blum, C. (ed.), Alba, E. (ed.), Auger, A. (ed.), Bacardit, J. (ed.), Bongard, J. (ed.), Branke, J. (ed.), Bredeche, N. (ed.), Brockhoff, D. (ed.), Chicano, F. (ed.), Dorin, A. (ed.), Doursat, R. (ed.), Ekart, A. (ed.), Friedrich, T. (ed.), Giacobini, M. (ed.), Harman, M. (ed.), Iba, H. (ed.), Igel, C. (ed.), Jansen, T. (ed.), Kovacs, T. (ed.), Kowaliw, T. (ed.) & 20 others, Lopez-Ibanez, M. (ed.), Lozano, J. A. (ed.), Luque, G. (ed.), McCall, J. (ed.), Moraglio, A. (ed.), Motsinger-Reif, A. (ed.), Neumann, F. (ed.), Ochoa, G. (ed.), Olague, G. (ed.), Ong, Y. (ed.), Palmer, M. E. (ed.), Pappa, G. L. (ed.), Parsopoulos, K. E. (ed.), Schmickl, T. (ed.), Smith, S. L. (ed.), Solnon, C. (ed.), Stuetzle, T. (ed.), Talbi, E. (ed.), Tauritz, D. (ed.) & Vanneschi, L. (ed.), 2013, Association for Computing Machinery.

      Research output: Book/Report › Book › Research › peer-review

    26. Published

      Hippocampal texture predicts conversion from MCI to Alzheimer's disease

      Sørensen, L., Pai, A. S. U., Igel, Christian & Nielsen, Mads, 2013, In: Alzheimer's & Dementia. 9, 4, Supplement, p. P581 1 p.

      Research output: Contribution to journal › Conference abstract in journal › Research › peer-review

    27. Published

      Hippocampal texture predicts conversion from MCI to Alzheimer's disease

      Sørensen, L., Igel, Christian & Nielsen, Mads, 2013, In: Alzheimer's & Dementia. 9, 4, Supplement, p. P52 1 p.

      Research output: Contribution to journal › Conference abstract in journal › Research › peer-review

    28. Published

      Hippocampal texture predicts one-year hippocampal atrophy in mild cognitively impaired subjects

      Sørensen, L., Pai, A. S. U., Mysling, P., Darkner, Sune, Chen, G., Oh, J., Suhy, J., Igel, Christian & Nielsen, Mads, 2013. 1 p.

      Research output: Contribution to conference › Poster › Research › peer-review

    29. Published

      Investigation of kernel-based machine learning techniques for infrasound signal classification

      Tuma, M. & Igel, Christian, 2013. 1 p.

      Research output: Contribution to conference › Poster › Research

    30. Published

      Joint optimization of a signal processing chain for hydroacoustic signal classification

      Tuma, M., Igel, Christian & Prior, M., 2013. 1 p.

      Research output: Contribution to conference › Poster › Research

    31. Published

      Linear feature selection in texture analysis - A PLS based method

      Marques, J., Igel, Christian, Lillholm, Martin & Dam, E., 2013, In: Machine Vision & Applications. 24, 7, p. 1435-1444 10 p.

      Research output: Contribution to journal › Journal article › Research › peer-review

    32. Published

      Nearest neighbor classification using bottom-k sketches

      Dahlgaard, S., Igel, Christian & Thorup, Mikkel, 2013, 2013 IEEE International Conference on Big Data: proceedings. IEEE, p. 28-34 7 p.

      Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

    33. Published

      Nearest neighbour regression outperforms model-based prediction of specific star formation rate

      Stensbo-Smidt, K., Igel, Christian, Zirm, A. W. & Steenstrup Pedersen, Kim, 2013, 2013 IEEE International Conference on Big Data. IEEE, p. 141-144 4 p.

      Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

    34. Published

      Polynomial runtime bounds for fixed-rank unsupervised least-squares classification

      Gieseke, Fabian Cristian, Pahikkala, T. & Igel, Christian, 2013, Asian Conference on Machine Learning. Ong, C. S. & Ho, T. B. (eds.). Vol. 29. p. 62-71 10 p. (JMLR: Workshop and Conference Proceedings, Vol. 29).

      Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

    35. Published

      Proceedings of the Fifteenth International Conference on Genetic and Evolutionary Computation (GECCO 2013)

      Blum, C. (ed.) & Igel, Christian (ed.), 2013, Association for Computing Machinery. 1766 p.

      Research output: Book/Report › Book › Research › peer-review

    36. Published

      Shape index descriptors applied to texture-based galaxy analysis

      Steenstrup Pedersen, Kim, Stensbo-Smidt, K., Zirm, A. W. & Igel, Christian, 2013, 2013 IEEE International Conference on Computer Vision (ICCV). IEEE, p. 2440-2447 8 p.

      Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

    37. Published

      Speeding up many-objective optimization by Monte Carlo approximations

      Bringmann, K., Friedrich, T., Igel, Christian & Voß., T., 2013, In: Artificial Intelligence. 204, p. 22-29 8 p.

      Research output: Contribution to journal › Journal article › Research › peer-review

    38. Published

      The flip-the-state transition operator for restricted Boltzmann machines

      Brügge, K., Fischer, A. & Igel, Christian, 2013, In: Machine Learning. 93, 1, p. 53-69 17 p.

      Research output: Contribution to journal › Journal article › Research › peer-review

    39. 2012
    40. Published

      A note on extending generalization bounds for binary large-margin classifiers to multiple classes

      Dogan, Ü., Glasmachers, T. & Igel, Christian, 2012, Machine learning and knowledge discovery in databases: European Conference, ECML PKDD 2012, Bristol, UK, September 24-28, 2012. Proceedings, Part I. Flach, P. A., Bie, T. D. & Cristianini, N. (eds.). Springer, p. 122-129 8 p. (Lecture notes in computer science, Vol. 7523).

      Research output: Chapter in Book/Report/Conference proceeding › Book chapter › Research › peer-review

    41. Published

      An introduction to restricted Boltzmann machines

      Fischer, A. & Igel, Christian, 2012, Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications: 17th Iberoamerican Congress, CIARP 2012, Buenos Aires, Argentina, September 3-6, 2012. Proceedings. Alvarez, L., Mejail, M., Gomez, L. & Jacobo, J. (eds.). Springer, p. 14-36 23 p. (Lecture notes in computer science, Vol. 7441).

      Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

    42. Published

      Cascaded classifier for large-scale data applied to automatic segmentation of articular cartilage

      Prasoon, A., Igel, Christian, Loog, M., Lauze, Francois Bernard, Dam, E. & Nielsen, Mads, 2012, Medical Imaging 2012: Image Processing. Haynor, D. R. & Ourselin, S. (eds.). SPIE - International Society for Optical Engineering, Vol. 8314. 9 p. 83144V. (SPIE Proceedings, Vol. 8314).

      Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

    43. Published

      Evolutionary kernel machines

      Kramer, O., Igel, Christian & Rudolph, G., 2012, In: Evolutionary Intelligence. 5, 3, p. 151-152 2 p.

      Research output: Contribution to journal › Editorial › Research

    44. Published

      Hippocampal texture provides volume independent information for Alzheimer's diagnosis

      Sørensen, L., Pai, A. S. U., Darkner, Sune, Suhy, J., Oh, J., Chen, G., Igel, Christian & Nielsen, Mads, 2012, In: Alzheimer's & Dementia. 8, 4, Supplement, p. 15 1 p., IC-P-013.

      Research output: Contribution to journal › Conference abstract in journal › Research › peer-review

    45. Published

      Hippocampal texture provides volume-independent information for Alzheimer's disease diagnosis

      Sørensen, L., Pai, A. S. U., Darkner, Sune, Suhy, J., Oh, J., Chen, G., Igel, Christian & Nielsen, M., 2012, In: Alzheimer's & Dementia. 8, 4, Supplement, p. P162–P163 2 p.

      Research output: Contribution to journal › Conference abstract in journal › Research

    46. Published

      Hydroacoustic signal classification using support vector machines

      Tuma, M., Igel, Christian & Prior, M., 2012, Signal and image processing for remote sensing: Second Edition. Chen, C. H. (ed.). 2 ed. CRC Press, p. 37-56 20 p.

      Research output: Chapter in Book/Report/Conference proceeding › Book chapter › Research › peer-review

    47. Published

      Introduction to the special issue on machine learning for traffic sign recognition

      Stallkamp, J., Schlipsing, M., Salmen, J. & Igel, Christian, 2012, In: I E E E Transactions on Intelligent Transportation Systems. 13, 4, p. 1481-1483 3 p.

      Research output: Contribution to journal › Editorial › Research

    48. Published

      Learning ∈ artificial intelligence ∩ cognitive technologies ∩ neural computation ∩ …

      Igel, Christian, 2012, In: KI - Künstliche Intelligenz. 26, 3, p. 209-212 4 p.

      Research output: Contribution to journal › Editorial › Research

    49. Published

      Man vs. computer: benchmarking machine learning algorithms for traffic sign recognition

      Stallkamp, J., Schlipsing, M., Salmen, J. & Igel, Christian, 2012, In: Neural Networks. 32, p. 323-332 10 p.

      Research output: Contribution to journal › Conference article › Research › peer-review

    50. Published

      Proceedings of the Fourteenth International Conference on Genetic and Evolutionary Computation (GECCO 2012)

      Soule, T. (ed.), Auger, A. (ed.), Blum, C. (ed.), Branke, J. (ed.), Bredeche, N. (ed.), Browne, W. N. (ed.), Clark, J. A. (ed.), Deb, K. (ed.), Dorin, A. (ed.), Doursat, R. (ed.), Ekart, A. (ed.), Friedrich, T. (ed.), Gustafson, S. (ed.), Hornby, G. S. (ed.), Igel, C. (ed.), Kovacs, T. (ed.), Landa-Silva, D. (ed.), Lobo, F. G. (ed.), Pappa, G. L. (ed.), Lozano, J. A. (ed.) & 18 others, Meyer-Nieberg, A. (ed.), Motsinger, A. (ed.), Neumann, F. (ed.), Ochoa, G. (ed.), Olague, G. (ed.), Ong, Y. (ed.), Pelikan, M. (ed.), Pelta, D. (ed.), Pizzuti, C. (ed.), Preuss, M. (ed.), Rowe, J. (ed.), Smith, S. L. (ed.), Solnon, C. (ed.), Squillero, G. (ed.), Tauritz, D. (ed.), Wong, M. L. (ed.), Yoo, S. (ed.) & Yu, T. (ed.), 2012, Association for Computing Machinery. 1368 p.

      Research output: Book/Report › Book › Research › peer-review

    51. Published

      Towards exaggerated emphysema stereotypes

      Chen, C., Sørensen, L., Lauze, Francois Bernard, Igel, Christian, Loog, M., Feragen, A., de Bruijne, Marleen & Nielsen, Mads, 2012, Medical Imaging 2012: Computer-Aided Diagnosis. van Ginneken, B. & Novak, C. L. (eds.). SPIE - International Society for Optical Engineering, 13 p. 83150Q. (Proceedings of S P I E - International Society for Optical Engineering, Vol. 7964). (Progress in Biomedical Optics and Imaging; No. 31, Vol. 13).

      Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

    52. Published

      Turning binary large-margin bounds into multi-class bounds

      Dogan, Ü., Glasmachers, T. & Igel, Christian, 2012. 2 p.

      Research output: Contribution to conference › Conference abstract for conference › Research › peer-review

    53. 2011
    54. Published

      Bounding the bias of contrastive divergence learning

      Fischer, A. & Igel, Christian, 2011, In: Neural Computation. 23, 3, p. 664-673 10 p.

      Research output: Contribution to journal › Journal article › Research › peer-review

    55. Published

      Fast training of multi-class support vector machines

      Dogan, Ü., Glasmachers, T. & Igel, Christian, 2011, University of Copenhagen. 19 p. (Koebenhavns Universitet. Datalogisk Institut. Rapport; No. 03, Vol. 2011).

      Research output: Book/Report › Report › Research

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